{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "searchPath=os.path.abspath('..')\n",
    "sys.path.append(searchPath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from kmeans_base import KMeansBase\n",
    "from kmeans_plus import KMeansPlusPlus\n",
    "import time\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn import datasets\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from utils.misc_utils import distance, sortLabel\n",
    "from kmeans.kmeans_base import KMeansBase\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "allData = {\"iris\":datasets.load_iris().data, \"boston\":datasets.load_boston().data, \"digits\":datasets.load_digits().data}\n",
    "models = {\"KmeansBase\":KMeansBase, \"kmeans++\":KMeansPlusPlus, \"sklearnKmeans\":KMeans}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=iris model=KmeansBase takeTime=0.25328\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d178ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=iris model=kmeans++ takeTime=0.26598\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d19f588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=iris model=sklearnKmeans takeTime=0.03031\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d43b5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------------------------------------------\n",
      "dataset=boston model=KmeansBase takeTime=1.74225\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a2cd278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=boston model=kmeans++ takeTime=1.56985\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d278f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset=boston model=sklearnKmeans takeTime=0.02707\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d2f9f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------------------------------------------\n",
      "dataset=digits model=KmeansBase takeTime=37.54333\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d3fed68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for dataName, value in allData.items():\n",
    "    n_clusters = 3\n",
    "    init = \"k-means++\"\n",
    "    if dataName == \"digits\":\n",
    "        n_clusters = 10\n",
    "    #降维\n",
    "    tsne = TSNE(n_components=2, init='pca', random_state=0)\n",
    "    X_tsne = tsne.fit_transform(value)\n",
    "    for modelName, model in models.items():\n",
    "        startTime = time.time()\n",
    "        init = \"k-means++\"\n",
    "        if modelName == \"KmeansBase\":\n",
    "            init = \"random\"\n",
    "        labels = model(n_clusters = n_clusters, init = init).fit_predict(value)\n",
    "        takeTime = time.time() - startTime\n",
    "        print(\"dataset=%s model=%s takeTime=%s\"%(dataName, modelName, round(takeTime, 5)))\n",
    "        plt.scatter(X_tsne[:, 0],X_tsne[:, 1], c=labels)\n",
    "        plt.show()\n",
    "    print(\"-\" * 100)\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
